## R version 3.3.2 (2016-10-31)
## Platform: x86_64-apple-darwin13.4.0 (64-bit)
## Running under: OS X Yosemite 10.10.5
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## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
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## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
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## loaded via a namespace (and not attached):
## [1] backports_1.0.4 magrittr_1.5 rprojroot_1.1 tools_3.3.2
## [5] htmltools_0.3.5 yaml_2.1.14 Rcpp_0.12.10 stringi_1.1.2
## [9] rmarkdown_1.3 knitr_1.15.1 stringr_1.1.0 digest_0.6.11
## [13] evaluate_0.10
This notebook documents the education attainment levels and age-adjusted death rates (AADR) for different causes of death across the United States. The data has been organized to explore the relationship between education attainment and AAMR between 1999 and 2013.
How to download dataset from Data.World:
## Loading required package: readr
## Loading required package: plyr
## Loading required package: dplyr
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## Attaching package: 'dplyr'
## The following objects are masked from 'package:plyr':
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## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize
## The following objects are masked from 'package:stats':
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## The following objects are masked from 'package:base':
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## Loading required package: data.world
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## Attaching package: 'data.world'
## The following object is masked from 'package:dplyr':
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## query
## Loading required package: DT
## Parsed with column specification:
## cols(
## YEAR = col_integer(),
## `113_CAUSE_NAME` = col_character(),
## CAUSE_NAME = col_character(),
## STATE = col_character(),
## DEATHS = col_character(),
## AADR = col_character()
## )
## Classes 'tbl_df', 'tbl' and 'data.frame': 13261 obs. of 19 variables:
## $ State : chr "AL" "AL" "AL" "AL" ...
## $ AreaName : chr "Alabama" "Alabama" "Alabama" "Alabama" ...
## $ edu.total : int 3239351 3239351 3239351 3239351 3239351 3239351 3239351 3239351 3239351 3239351 ...
## $ edu.males : int 1532613 1532613 1532613 1532613 1532613 1532613 1532613 1532613 1532613 1532613 ...
## $ edu.females: int 1706738 1706738 1706738 1706738 1706738 1706738 1706738 1706738 1706738 1706738 ...
## $ m_no_school: int 21478 21478 21478 21478 21478 21478 21478 21478 21478 21478 ...
## $ m_hs : int 490120 490120 490120 490120 490120 490120 490120 490120 490120 490120 ...
## $ m_bs : int 226204 226204 226204 226204 226204 226204 226204 226204 226204 226204 ...
## $ m_ms : int 82686 82686 82686 82686 82686 82686 82686 82686 82686 82686 ...
## $ m_phd : int 19299 19299 19299 19299 19299 19299 19299 19299 19299 19299 ...
## $ f_no_school: int 20398 20398 20398 20398 20398 20398 20398 20398 20398 20398 ...
## $ f_hs : int 515175 515175 515175 515175 515175 515175 515175 515175 515175 515175 ...
## $ f_bs : int 252608 252608 252608 252608 252608 252608 252608 252608 252608 252608 ...
## $ f_ms : int 119311 119311 119311 119311 119311 119311 119311 119311 119311 119311 ...
## $ f_phd : int 13033 13033 13033 13033 13033 13033 13033 13033 13033 13033 ...
## $ year : int 1999 1999 1999 1999 1999 1999 1999 1999 1999 1999 ...
## $ cause : chr "Unintentional Injuries" "All Causes" "Alzheimer's disease" "Homicide" ...
## $ amt_death : chr "2313" "44806" "772" "438" ...
## $ AADR : chr "52.17" "1009.30" "17.80" "9.87" ...
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = ""): invalid factor
## level, NA generated
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = ""): invalid factor
## level, NA generated
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = ""): invalid factor
## level, NA generated
## [1] "edu.total"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "edu.males"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "edu.females"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "m_no_school"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "m_hs"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "m_bs"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "m_ms"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "m_phd"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "f_no_school"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "f_hs"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "f_bs"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "f_ms"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "f_phd"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "year"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "amt_death"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
## [1] "AADR"
## Warning in `[<-.factor`(`*tmp*`, is.na(x), value = 0): invalid factor
## level, NA generated
Barchart displays the sum of the AADR per cause across the United States. Heart Disease and Cancer have consistently higher sums of AADR than the average AADR for all causes.
Barchart displays the sum of the AADR per cause from 1999-2013. The average sum of AADR for all causes do not vary greatly per year. Heart Disease, Cancer, and Stroke have consistently higher sums of AADR than the average AADR for all causes.
Barchart displays females who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted high levels of female BS attainment (0.15-0.25). Compared to males, females also had a greater amount of states with high levels.
Low LevelBarchart displays females who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted low levels of female BS attainment (<0.15).
Barchart displays males who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted high levels of male BS attainment (0.15-0.25).
Low LevelBarchart displays males who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted low levels of male BS attainment (<0.15).
Barchart displays the sum of the AADR per cause across the United States. Heart Disease and Cancer have consistently higher sums of AADR than the average AADR for all causes.
Barchart displays the sum of the AADR per cause from 1999-2013. The average sum of AADR for all causes do not vary greatly per year. Heart Disease, Cancer, and Stroke have consistently higher sums of AADR than the average AADR for all causes.
Barchart displays females who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted high levels of female BS attainment (0.15-0.25). Compared to males, females also had a greater amount of states with high levels.
Low LevelBarchart displays females who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted low levels of female BS attainment (<0.15).
Barchart displays males who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted high levels of male BS attainment (0.15-0.25).
Low LevelBarchart displays males who’ve attained a Bachelor’s Degree. The page only shows the set of states that hosted low levels of male BS attainment (<0.15).